共查询到20条相似文献,搜索用时 15 毫秒
1.
Business failure prediction or survival analysis can assist corporate organizations in better understanding their performance and improving decision making. Based on aspect-based sentiment analysis (ABSA), this study investigates the effect of customer-generated content (i.e., online reviews) in predicting restaurant survival using datasets for restaurants in two world famous tourism destinations in the United States. ABSA divides the overall review sentiment of each online review into five categories, namely location, tastiness, price, service, and atmosphere. By employing the machine learning–based conditional survival forest model, empirical results show that compared with overall review sentiment, aspect-based sentiment for various factors can improve the prediction performance of restaurant survival. Based on feature importance analysis, this study also highlights the effects of different types of aspect sentiment on restaurant survival prediction to identify which features of online reviews are optimal indicators of restaurant survival. 相似文献
2.
As many readers struggle with massive textual information on review websites, developing optimized recommender systems that assist readers in identifying relevant reviews is critical. The present study aims to explore and predict the relationship between a reviewer’s evaluation of distinct attributes (i.e., importance and sentiment of a restaurant aspect)2 and overall satisfaction (i.e., generic numerical rating of a restaurant). Latent Aspect Rating Analysis is modified to achieve the goal. The study identifies five restaurant attributes: food & drinks, customer service, dining atmosphere, restaurant value, and location. Restaurant value contributes most from the importance perspective and food & drinks contributes most from the sentiment perspective. Restaurant value ranks the first as the overall satisfaction of attributes (i.e., combination of importance and sentiment). Accordingly, the present study suggests a supplement of the “dynamic” recommender systems. This study offers scholars and practitioners a refined approach to analyze wealthy review content. 相似文献
3.
In spite of the relativistic nature of Customer Value concept, research on differences in Value perceptions across cultures is still scarce. Gaining insight about this issue would be especially relevant for highly competitive and globalized industries such as Fast-Food or Quick-Service Restaurants (QSR). The purpose of the present paper is to identify Value dimensions in this industry and to analyze the links between dimensions of Value, Satisfaction and Loyalty, testing the consistency of the results obtained across three different countries. To achieve this aim, after one in-depth interview with a QSR manager and two intercultural focus groups with QSR customers, a questionnaire is built and answered by a sample of 366 individuals from Guatemala, Spain and Germany. Results from a structural model, estimated with PLS, depict relations between Value dimensions, Satisfaction and Loyalty, showing significant differences across the three cultural groups. Conclusions are derived, in terms of theoretical and managerial implications, and limitations and future lines or research are presented on both Value creation in QSR and on the specificity of the Value-Satisfaction-Loyalty chain. 相似文献
4.
Customer reviews/comments on product-websites and on social-media pages can serve as great information sources for both customers and service-providers. For exploring the drivers of usage intention in context of Online-Food-Delivery services (OFDs) and Online-Travel-Agency services (OTAs), traditional-based (qualitative or quantitative or mixed-method) approaches may not be enough. This study utilizes a multi-method approach comprising of both traditional and Natural-Language-Processing (NLP)-based approaches. This study has captured the emic-perspectives using qualitative semi-structured-interviews and etic-perspectives using NLP-based analysis of extant literature. The conceptual model developed from the model of online-decision-making stance, was tested quantitatively using survey data and by NLP-based approach using online user reviews. The path-model was tested using Structural-Equation-Modeling (SEM). Results of this study reveal that price benefits and trust-in-service are major predictors of customer’s usage intention in OFD and OTA contexts. The study concludes with the various implications, limitations and future directions. 相似文献
5.
Ki-Joon Back 《International Journal of Hospitality Management》2012,31(2):535-543
The objective of this study is to assess the key-drivers of customer satisfaction and dissatisfaction and their asymmetric effects in the formation of customer satisfaction and dissatisfaction in Korean restaurants by using impact-range performance analysis (IRPA) and impact asymmetry analysis (IAA) approaches. Two hundred thirty-nine diners at two Korean restaurants in a U.S. southern metropolitan city participated in this study. Results validated the rigor of IRPA and IAA for identifying key determining factors and assessing magnitude among various restaurants’ attributes. Food taste, presentation, cleanliness, and fair price had severe impacts on CS. The theoretical and practical implications of this study's findings are included to enrich both academicians’ and restaurant industry professionals’ understanding of customers’ perceptions of and attitudes toward restaurants, and development of a marketing strategy. 相似文献
6.
The purpose of this study is to analyze the existing literature on hospitality management from all the research papers published in The International Journal of Hospitality Management (IJHM) between 2008 and 2014. The authors apply bibliometric methods – in particular, author citation and co-citation analyses (ACA) – to identify the main research lines within this scientific field; in other words, its ‘intellectual structure’. Social network analysis (SNA) is also used to perform a visualization of this structure. The results of the analysis allow us to define the different research lines or fronts which shape the intellectual structure of research on hospitality management. 相似文献
7.
旅行社专线产品是目前旅行社产品存在的主要形式,对其市场竞争态势的研究具有重要现实意义.此文以四川省省内游旅行社专线产品为对象,在大量数据调查的基础上,基于聚类分析研究了内游旅行社专线产品的主要构成类型,提出了相关的启示. 相似文献
8.
This study examines hospitality crisis management practices within the context of the Indian hospitality industry. The study is a replication of a study previously conducted in Israel. The study employs a questionnaire that evaluates the importance and usage of four themes of practices: marketing, hotel maintenance, human resources and governmental assistance. The findings illustrate which practices managers consider important and which practices managers actually use during a crisis. The paper concludes with recommendations for future research and management of crises. 相似文献
9.
This study applies a modified grey relation method to improve service quality among domestic airlines in Taiwan. First, we replace the referential alternative (sequence) with an aspired alternative, which should better reflect the reality of today’s competitive markets. Second, because the compared alternatives do not usually have the same criteria/aspects, traditional methods are unsuitable to deal with them. Our model fixes this problem, allowing decision-makers to understand the gaps between alternatives and aspired levels in practice. Third, we develop a new ranking index to measure the airlines’ competitiveness in terms of service quality. To validate the effectiveness of our model, we conduct a large sample survey. We also provide managerial improvements needed by each carrier to achieve the aspired level of customer satisfaction. 相似文献
10.
Ki-Joon Back 《Journal of Travel & Tourism Marketing》2015,32(6):747-760
This case study assesses the asymmetric relationship between the relative importance of service quality attributes and overall customer satisfaction in Korean casino settings, using impact-range performance analysis (IRPA) and impact asymmetry analysis (IAA). Results validated the rigor of IRPA and IAA over importance–performance analysis (IPA) in identifying key determining attributes of customer satisfaction/dissatisfaction among various casino service quality attributes based on three-factor theory. The theoretical and practical implications of this study’s findings are included to enrich both academicians’ and casino industry professionals’ understanding of customers’ perceptions of and attitudes towards casinos, and the development of a marketing strategy. 相似文献
11.
《Journal of Quality Assurance in Hospitality & Tourism》2013,14(1-2):111-128
ABSTRACT The purpose of this study is to identify and select quality dimensions for high category hotels in Neuquén and Bariloche, Patagonia, Argentina. The research starts with a battery of 28-quality indicators that was obtained from in-depth interviews with hotel managers, and guest surveys carried out in both locations. Through a structured interview by filling cards, the research team finds out the dimensionality that groups the hotel service quality items. Multidimensional scaling and hierarchical cluster analysis are used to explore the items grouping pattern and to define resulting quality dimensions. An empirical content validated scale for the construct “perceived service quality in hotels” is attained. Its three dimensions are “Physical support and hotel general services quality,” “Room quality” and “Employee service quality.” 相似文献
12.
The purpose of this study is to examine a moderating effect of demographic factors on the relationship between the importance of media elements and their propensity of utilization. Change propensity analysis (CPA) is utilized to examine the current use and predict future trends of media elements in media marketing activities of hotel companies. A survey is conducted with a focus on domestic media users with a previous experience of acquiring domestic and international hotel information through media. The results indicate that certain demographic factors moderate the relationship of certain media elements. In addition, the results of CPA demonstrate which media elements have high importance as well as utilization and which ones have not. For instance, emoticons are found to be the least effective media element used in media marketing. Future trends of media elements in media marketing activities of hotel companies are evaluated using CPA and suggest a number of activities that will emerge. Finally, implications and suggestions for the future research are discussed based on the results. 相似文献
13.
This research utilizes relational network data envelopment analysis to construct a model to analyze the efficiency and effectiveness of international tourist hotels (ITHs) in Taiwan. The different production processes within the hotel are evaluated, as well as the relationships between efficiency, effectiveness, and overall performance. Finally, based on the results, we recommend ways of enhancing the overall performance of the hotel industry in Taiwan. 相似文献
14.
This paper proposes a methodology for conducting importance-performance analysis (IPA) through online reviews. The methodology is composed of three stages: (1) mining useful information from online reviews, (2) estimating each attribute's performance and importance, and (3) constructing IPA plot, where the latent dirichlet allocation (LDA), the improved one-vs-one strategy based support vector machine (IOVO-SVM) and the ensemble neural network based model (ENNM) are respectively used. A case study on two five-star hotels is given, and the results obtained by the proposed methodology through online reviews are compared with those obtained by the existing methods through questionnaires (or online ratings). The results indicate that the proposed methodology can obtain effective analysis results with lower cost and shorter time since online reviews are publicly available and easily collected. The proposed methodology can give managers or market analysts one more choice for conducting IPA or serve as a preparing process of large-scale survey. 相似文献
15.
The study contributes to the tourism literature by demonstrating an approach to segmenting tourists using network analysis with user-generated content. Online reviews of destination attractions are considered as a proxy for visitation data reflective of tourists’ interests. The connectivity between attractions is represented with a network of links created by tourists visiting and reviewing multiple attractions. Attraction clusters are revealed by segmenting this network using network analysis tools. Two segmentation solutions are provided: a posteriori, in which only review information is taken into account, and mixed, in which tourist groups are defined a priori by their travel interests and age, and this information is combined with visitation information. The findings are validated using geovisualization and by comparing them with randomly simulated models. 相似文献
16.
Although smart tourism has gained increasing attention, empirical investigations of smart tourist attraction (STA) from a tourist perspective are still limited. The purpose of this study is to explore a methodological approach of assessing tourist preference of STA, and the strengths and weaknesses of an STA accordingly. First, factor analysis was used to determine tourists' key evaluation items of STA. Next, fuzzy comprehensive evaluation method and analytic hierarchy process were applied to the STA evaluation of Hongshan Zoo, a popular tourist attraction in China. Then, importance-performance analysis was conducted to diagnose the strengths and weaknesses of Hongshan Zoo's STA construction. Findings suggest that “smart information system”, “intelligent tourism management”, “smart sightseeing”, “e-commerce system”, “smart safety”, “intelligent traffic”, “smart forecasting” and “virtual tourist attractions” are tourists' key evaluation factors of STA. This paper extends previous research on smart tourism, and offers insights into the theoretical investigation and practical development of STA. 相似文献
17.
Renowned writers are noted for their literary works. Sometime their former residences and birthplaces become landmarks where readers can pay homage to or trace the footsteps of places that inspired the literature. This study compares two writers' residences in Asia, the Lu Xun Native Place in southern China and the Lin Yutang House in Taiwan. A review of Lu Xun's and Lin Yutang's lives and their literary works was conducted and their significance noted. Then surveys with questionnaires, open-ended interviews, and on-site observations were conducted and importance-performance analysis (IPA) was utilized, in order to understand the visitors' satisfaction. Also, perusal of advertising and promotional literature for the two places and interviews with the administrative staffs of the two literary places gave better comprehension of local governments' policies and operation strategies for these places. From information gathered from the two cases we may consider how to strike a balance between literary value and economic effects and use this information as a vital tool when planning a literary tourism site. Both literary tourism sites have seen a steady growth in the number of tourists. This can be seen as a positive message about the fast-growing Asian tourism business and the need to prepare sites such as the two examined here. 相似文献
18.
Hong Kong International Airport (HKIA) is one of the main gateways to Mainland China and the major aviation hub in Asia. An accurate airport traffic demand forecast allows for short and long-term planning and decision making regarding airport facilities and flight networks. This paper employs the Box–Jenkins Seasonal ARIMA (SARIMA) model and the ARIMAX model to forecast airport passenger traffic for Hong Kong, and projecting its future growth trend to 2015. Both models predict a steady growth in future airport passenger traffic at Hong Kong. In addition, scenario analysis suggests that Hong Kong airport's future passenger traffic will continue to grow in different magnitudes. 相似文献
19.
Increasing income levels and greater leisure time give people the opportunity to pursue new types of tourism ventures. As one of the fastest growing areas in the leisure travel industry, the cruise industry is increasing rapidly. Due to the benefits that cruise tourism brings to each port of call and the hinterland, it is necessary to be able to analyze the factors that affect cruise lines' port selections. The main objective of this paper is to identify the main factors motivating cruise lines to select specific ports of call and to provide information to port operators that will enable them both to improve their management strategies and to attract more cruise ships, thereby contributing to the revenues of the port and regional economy. 相似文献
20.
COVID-19 has accelerated the substitution of videoconferencing for business travel. However, little research exists about the decision-making behavior of business travelers considering virtual alternatives. We fill this gap by reconceptualizing the decision-making process and investigating the fundamental choice between face-to-face (FtF) and virtual communication (VC) using an adaptive choice-based conjoint analysis. We argue that the process of decision making of business travelers is distinct to that of leisure travelers, as the fundamental decision between FtF and VC occurs prior to subsequent travel decisions. We show that the purpose of the meeting, the character of the message, and the location of the meeting are the decision attributes of greatest importance. Using a novel methodology we present a holistic decision model that increases the theoretical understanding of business traveler decision-making and provide practitioners with comprehensive insights relevant to travel policy development, and executives in the business travel market with guidance with management decisions. 相似文献